Winter hackaton 2025
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  • Santa’s crisis
    • Cookie addiction
    • Smoky chimney syndrome
  • Mrs. Claus to help

On this page

  • 🎄✨ A Cheerful Note from Mrs. Claus to Guide Your Journey!
  • 🔍✨ Mrs. Claus’ Wisdom on Exploratory Analysis
  • 🧊🔮 Unsupervised Magic in the Winter Forest
  • 🤖🎁 Mrs. Claus’ Guidance for Modeling

Mrs. Claus’ Guide to Your Winter Quest

🎄✨ A Cheerful Note from Mrs. Claus to Guide Your Journey!

My dear winter traveler,
Do not fear the frosty challenge of saving Santa and Christmas — for you are far more capable than you know! ❄️💫
I, Mrs. Claus, am here to offer you a bit of warm wisdom and a few helpful gifts to light your snowy path. 🎁🌟

A little bit of help…


🔍✨ Mrs. Claus’ Wisdom on Exploratory Analysis

Before you rush through the snowdrifts, remember your fundamental statistics — they are your compass in this frozen landscape.
Always check the pre-requirements of every question you ask; good analysis begins with good understanding. 📚✨

To aid you, I have tucked several useful tools into your sleigh:

  • ⛄ GGally
  • 🌟 ggpubr
  • 💫 ggstatsplot
  • ❄️ corrplot

Alongside your sturdy base R knowledge, these will help you uncover hidden patterns beneath the winter frost.


🧊🔮 Unsupervised Magic in the Winter Forest

Do not overlook the quiet magic of unsupervised methods.
Whether you wander through:

  • 🌲 Hierarchical complete clustering
  • ✨ PCA or UMAP to carve beautiful shapes in the snow

You will find that these tools can reveal structures no map could show.

For extra sparkle, I recommend:

  • 🔥 pheatmap
  • 🎁 factoextra

Let them add a bit of festive punch to your winter explorations!


🤖🎁 Mrs. Claus’ Guidance for Modeling

When it comes time for modeling, remember:
Good machine learning practices are your warm mittens — never start without them. 🧤✨

To make your journey smoother, I wholeheartedly recommend the caret package.
It offers quick, tidy, and powerful access to countless ML methods, both simple and advanced. 🎀🤖


Go forth with confidence, my dear researcher.
🎅❄️ The spirit of Christmas (and Mrs. Claus) is cheering you on every step of the way!

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